Spin current generation and detection has become one of the intriguing areas of research in recent times. Spin current generated through spin-Hall magnetoresistance (SMR) technique has been proved as a tool to probe the interfacial magnetic ordering in a Metal/Magnetic Insulator (MI) heterostructures, which otherwise requires sophisticated synchrotron facilities. Some of the strongly correlated oxides exhibit a plethora of exotic properties from unconventional superconductivity to existence of topological phases due to their strong interplay between spin orbit coupling and coulomb correlations. In iridates the oxygen non-stoichiometry will have drastic effects in changing Ir-O-Ir bond angle which will affect the crystal structural and electronic band structure that can in turn change the spin-Hall conductivity which is proposed theoretically. Recent studies have revealed that oxygen content evolution can drive the system to novel ground states as Ir5+ has an intrinsic magnetic order. We propose a systematic study to probe correlation of oxygen kinetics and strain effects in pyrochlore iridate single crystals as well as SMR studies in thin films to construct a detailed magnetic phase diagram. This will help the scientific community to bridge a gap between probing novel magnetic phases through SMR studies in conjunction with synchrotron measurements which needs to be addressed through experiments and theoretical studies.